Proof Layer
Every cs.AI paper on arXiv. Every claim signed. Free, today.
The proof layer is the part of the site that should earn links, citations, agent recall, and human trust. Product surfaces now sit separately under Product; this hub exists to make the public proof contract explicit.
Three proof layers (signed, cited, graded), competitor matrix, and time-travel backtest.
Public Brier score, calibration plot, reliability diagram, and per-sub-area small multiples.
Verifiable prediction intelligence surface with public predictions, backtests, reasoning, and API access.
Canonical trust and proof hub for public research commercialization surfaces.
Proof-facing homepage that frames trust, freshness, and canonical proof entrypoints for humans and agents.
Canonical human-readable status hub for freshness, retry timing, and public proof health.
Stable evidence receipt, viability score, citations, and execution handoffs on one public example URL.
Durable research-area page with paper counts, trend direction, authors, and top questions.
Weekly ranking surface for high-signal papers and ranked commercialization comparisons.
Machine-readable export surface for papers, scores, tags, and canonical identifiers.
Wave 0 and Wave 1 buildability foundations are exposed through dedicated proof surfaces outside the wave-ledger pages. Use these routes for receipt scaffolds, backlink integrity, and execution handoff checks.
Wave 0/1 manifests, transcript hashes, receipt hashes, and verifier state.
Wave-scoped divergence surface for buildability route truth.
Receipt scaffold entrypoint with canonical proof-to-product links.
Judge-run divergence receipt state; blocked until real verified judge receipts exist.
Public outcome and Brier receipt ingestion state for Foresight hindsight calibration.
Implementation-facing guide for receipt linking and execution contracts.
Proof hub receipt window
proof-hub-no-selected-paper-receipt
Subject: Proof hub
Verdict
Pending / no grade
The proof hub indexes public proof surfaces, but it has no selected canonical paper receipt until a paper, wave, or buildability route is opened.
Time to first demo
Insufficient data
No canonical receipt is available, so demo lead-time cannot be reported.
Structured compute envelope
Insufficient data
No canonical receipt is available, so compute requirements cannot be reported.
Evidence ids
Insufficient data
No receipt id, paper id, proof run id, or evidence hash is available.
Freshness
Insufficient data
No receipt timestamp or evidence verification timestamp is available.
Immutable hash
Insufficient data
No canonical receipt hash is available.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending / no grade: The proof hub indexes public proof surfaces, but it has no selected canonical paper receipt until a paper, wave, or buildability route is opened.
Freshness is a first-class proof surface. Humans and agents should resolve the same status, retry timing, and stale-state truth before they trust a public page as current. The canonical full ledger lives at `/proof/freshness`; this hub keeps a fast-loading preview wired to the same public contract.
Current status
This preview hydrates from the cached public freshness ledger after page load. Open the freshness hub for the canonical route-level view.
Foresight is now a first-class proof surface. These are the public pages and API routes that shipped with it.
Main public Foresight surface with tabs for predictions, backtests, and API visibility.
Live public prediction inventory with directional calls and supporting reasoning.
Public API landing surface for prediction intelligence and machine-readable access.
Public API route serving the live Foresight prediction set.
Owned Distribution
Get the weekly proof-layer brief with the benchmark movers, prediction receipts, paper surfaces, and datasets worth routing into your workflows.
People Also Ask
The proof layer is the public trust surface for ScienceToStartup. It packages papers, topics, benchmarks, datasets, Foresight, and canonical discovery routes into stable URLs humans and agents can cite directly.
It gives search engines and AI systems a stable public URL to retrieve, rank, and cite before they route into product, API, MCP, workspace, or Build Loop flows.
Start with Foresight, the proof hub, the proof homepage, the freshness hub, the canonical paper page, the topic proof layer, the benchmark scorecard, and the public dataset.